{"id":"W6944058288","doi":"10.17605/osf.io/rm9s2","title":"A Two-Eyed Seeing approach to predicting the distribution of skwenkwínem (Claytonia lanceolata: Pursh), a culturally significant plant","year":2024,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Habitat; Indigenous; Distribution (mathematics); Range (aeronautics); Abundance (ecology); Threatened species; Climate change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00487373,0.0007223163,0.0009861845,0.0003906518,0.0005432891,0.002384868,0.008932157,0.0004439626,0.0001710957],"category_scores_gemma":[0.002248192,0.0004581896,0.0001822133,0.005993532,0.0014295,0.0005444686,0.003345015,0.001660233,0.002100397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433613,"about_ca_system_score_gemma":0.0009453791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001922027,"about_ca_topic_score_gemma":0.0001277475,"domain_scores_codex":[0.993265,0.0002293232,0.0007999058,0.002105063,0.002297179,0.001303556],"domain_scores_gemma":[0.9958631,0.0002344598,0.0008947882,0.002363914,0.0002300085,0.0004137353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000212457,0.0004011492,0.001021269,0.0004956616,0.0003371586,0.0000565086,0.01140913,0.001482681,0.009865622,0.06736262,0.9053668,0.001988904],"study_design_scores_gemma":[0.001023857,0.0004199483,0.001805412,0.02330365,0.0007113597,0.0001678189,0.01022892,0.01308611,0.002078862,0.005181491,0.9386749,0.003317712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004104821,0.002008448,0.01062709,0.0009590993,0.002886609,0.009935314,0.01067998,0.001042685,0.9577559],"genre_scores_gemma":[0.6670405,0.00009908967,0.09175693,0.0005865091,0.002766842,0.001897606,0.001282816,0.002448169,0.2321215],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7256345,"threshold_uncertainty_score":0.999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996825987105294,"score_gpt":0.326655057839186,"score_spread":0.2966867979681331,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}